test7.save

高效的k-means算法实现

    <Swapping Centers>
    <stage: 160 curr: 0.01097 best: 0.001309 consecRDL: -0.000378 >
    <stage: 161 curr: 0.01097 best: 0.001309 consecRDL: 0.0003098 >
    <Swapping Centers>
    <stage: 162 curr: 0.01117 best: 0.001309 consecRDL: -0.01837 >
    <stage: 163 curr: 0.01102 best: 0.001309 consecRDL: 0.01347 >
    <Swapping Centers>
    <stage: 164 curr: 0.03378 best: 0.001309 consecRDL: -2.065 >
    <stage: 165 curr: 0.02578 best: 0.001309 consecRDL: 0.2368 >
    <stage: 166 curr: 0.02578 best: 0.001309 consecRDL: 0.0001331 >
    <Swapping Centers>
    <stage: 167 curr: 0.1128 best: 0.001309 consecRDL: -3.374 >
    <stage: 168 curr: 0.03328 best: 0.001309 consecRDL: 0.7049 >
    <stage: 169 curr: 0.02254 best: 0.001309 consecRDL: 0.3228 >
    <stage: 170 curr: 0.02254 best: 0.001309 consecRDL: 2.695e-06 >
    <Swapping Centers>
    <stage: 171 curr: 0.03246 best: 0.001309 consecRDL: -0.4402 >
    <stage: 172 curr: 0.02405 best: 0.001309 consecRDL: 0.2591 >
    <stage: 173 curr: 0.02261 best: 0.001309 consecRDL: 0.05965 >
    <Swapping Centers>
    <stage: 174 curr: 0.02497 best: 0.001309 consecRDL: -0.104 >
    <stage: 175 curr: 0.02328 best: 0.001309 consecRDL: 0.06758 >
    <Swapping Centers>
    <stage: 176 curr: 0.02437 best: 0.001309 consecRDL: -0.04692 >
    <stage: 177 curr: 0.02328 best: 0.001309 consecRDL: 0.04484 >
    <Swapping Centers>
    <stage: 178 curr: 0.03385 best: 0.001309 consecRDL: -0.454 >
    <stage: 179 curr: 0.02903 best: 0.001309 consecRDL: 0.1425 >
    <stage: 180 curr: 0.02812 best: 0.001309 consecRDL: 0.03118 >
    <Swapping Centers>
    <stage: 181 curr: 0.03194 best: 0.001309 consecRDL: -0.136 >
    <stage: 182 curr: 0.02812 best: 0.001309 consecRDL: 0.1197 >
    <stage: 183 curr: 0.02812 best: 0.001309 consecRDL: 3.087e-06 >
    <Swapping Centers>
    <stage: 184 curr: 0.02768 best: 0.001309 consecRDL: 0.01576 >
    <stage: 185 curr: 0.02724 best: 0.001309 consecRDL: 0.01586 >
    <Swapping Centers>
    <stage: 186 curr: 0.02904 best: 0.001309 consecRDL: -0.06614 >
    <stage: 187 curr: 0.02812 best: 0.001309 consecRDL: 0.03168 >
    <Swapping Centers>
    <stage: 188 curr: 0.02812 best: 0.001309 consecRDL: -5.213e-05 >
    <stage: 189 curr: 0.02812 best: 0.001309 consecRDL: 9.133e-05 >
    <Swapping Centers>
    <stage: 190 curr: 0.04374 best: 0.001309 consecRDL: -0.5554 >
    <stage: 191 curr: 0.03011 best: 0.001309 consecRDL: 0.3116 >
    <stage: 192 curr: 0.02724 best: 0.001309 consecRDL: 0.09531 >
    <Swapping Centers>
    <stage: 193 curr: 0.01924 best: 0.001309 consecRDL: 0.2936 >
    <stage: 194 curr: 0.01118 best: 0.001309 consecRDL: 0.4189 >
    <stage: 195 curr: 0.01116 best: 0.001309 consecRDL: 0.001995 >
    <Swapping Centers>
    <stage: 196 curr: 0.01116 best: 0.001309 consecRDL: -0.0001831 >
    <stage: 197 curr: 0.01116 best: 0.001309 consecRDL: 0.0002583 >
    <Swapping Centers>
    <stage: 198 curr: 0.01116 best: 0.001309 consecRDL: -0.0003447 >
    <stage: 199 curr: 0.01116 best: 0.001309 consecRDL: 0.0003753 >
    <Swapping Centers>
    <stage: 200 curr: 0.05021 best: 0.001309 consecRDL: -3.501 >
    <stage: 201 curr: 0.02251 best: 0.001309 consecRDL: 0.5517 >
    <stage: 202 curr: 0.009978 best: 0.001309 consecRDL: 0.5568 >
    <stage: 203 curr: 0.007065 best: 0.001309 consecRDL: 0.292 >
    <stage: 204 curr: 0.005571 best: 0.001309 consecRDL: 0.2115 >
    <stage: 205 curr: 0.00557 best: 0.001309 consecRDL: 1.261e-05 >
    <Swapping Centers>
    <stage: 206 curr: 0.005572 best: 0.001309 consecRDL: -0.000316 >
    <stage: 207 curr: 0.00557 best: 0.001309 consecRDL: 0.0004395 >
    <Swapping Centers>
    <stage: 208 curr: 0.01046 best: 0.001309 consecRDL: -0.8784 >
    <stage: 209 curr: 0.007027 best: 0.001309 consecRDL: 0.3283 >
    <stage: 210 curr: 0.005746 best: 0.001309 consecRDL: 0.1824 >
    <stage: 211 curr: 0.005745 best: 0.001309 consecRDL: 2.857e-05 >
    <Swapping Centers>
    <stage: 212 curr: 0.03839 best: 0.001309 consecRDL: -5.682 >
    <stage: 213 curr: 0.01216 best: 0.001309 consecRDL: 0.6832 >
    <stage: 214 curr: 0.005522 best: 0.001309 consecRDL: 0.546 >
    <stage: 215 curr: 0.004758 best: 0.001309 consecRDL: 0.1384 >
    <stage: 216 curr: 0.004757 best: 0.001309 consecRDL: 0.0001086 >
    <Swapping Centers>
    <stage: 217 curr: 0.004763 best: 0.001309 consecRDL: -0.001233 >
    <stage: 218 curr: 0.004758 best: 0.001309 consecRDL: 0.001128 >
    <Swapping Centers>
    <stage: 219 curr: 0.004764 best: 0.001309 consecRDL: -0.001323 >
    <stage: 220 curr: 0.004757 best: 0.001309 consecRDL: 0.001413 >
    <Swapping Centers>
    <stage: 221 curr: 0.01626 best: 0.001309 consecRDL: -2.418 >
    <stage: 222 curr: 0.006211 best: 0.001309 consecRDL: 0.618 >
    <stage: 223 curr: 0.005554 best: 0.001309 consecRDL: 0.1058 >
    <stage: 224 curr: 0.005554 best: 0.001309 consecRDL: 7.227e-06 >
    <Swapping Centers>
    <stage: 225 curr: 0.00556 best: 0.001309 consecRDL: -0.001079 >
    <stage: 226 curr: 0.005555 best: 0.001309 consecRDL: 0.00087 >
    <Swapping Centers>
    <stage: 227 curr: 0.007475 best: 0.001309 consecRDL: -0.3456 >
    <stage: 228 curr: 0.006369 best: 0.001309 consecRDL: 0.148 >
    <stage: 229 curr: 0.006367 best: 0.001309 consecRDL: 0.0003186 >
    <Swapping Centers>
    <stage: 230 curr: 0.01506 best: 0.001309 consecRDL: -1.365 >
    <stage: 231 curr: 0.01088 best: 0.001309 consecRDL: 0.2774 >
    <stage: 232 curr: 0.01088 best: 0.001309 consecRDL: 2.026e-05 >
    <Swapping Centers>
    <stage: 233 curr: 0.01377 best: 0.001309 consecRDL: -0.2659 >
    <stage: 234 curr: 0.01233 best: 0.001309 consecRDL: 0.1051 >
    <stage: 235 curr: 0.01233 best: 0.001309 consecRDL: 2.701e-05 >
    <Swapping Centers>
    <stage: 236 curr: 0.01235 best: 0.001309 consecRDL: -0.001717 >
    <stage: 237 curr: 0.01233 best: 0.001309 consecRDL: 0.001684 >
    <Swapping Centers>
    <stage: 238 curr: 0.01172 best: 0.001309 consecRDL: 0.04885 >
    <stage: 239 curr: 0.01113 best: 0.001309 consecRDL: 0.05061 >
    <Swapping Centers>
    <stage: 240 curr: 0.01065 best: 0.001309 consecRDL: 0.04331 >
    <stage: 241 curr: 0.01014 best: 0.001309 consecRDL: 0.04755 >
    <Swapping Centers>
    <stage: 242 curr: 0.01716 best: 0.001309 consecRDL: -0.6925 >
    <stage: 243 curr: 0.0137 best: 0.001309 consecRDL: 0.202 >
    <stage: 244 curr: 0.01282 best: 0.001309 consecRDL: 0.06406 >
    <Swapping Centers>
    <stage: 245 curr: 0.02268 best: 0.001309 consecRDL: -0.7691 >
    <stage: 246 curr: 0.01428 best: 0.001309 consecRDL: 0.3706 >
    <stage: 247 curr: 0.009788 best: 0.001309 consecRDL: 0.3144 >
    <stage: 248 curr: 0.009685 best: 0.001309 consecRDL: 0.01045 >
    <Swapping Centers>
    <stage: 249 curr: 0.009692 best: 0.001309 consecRDL: -0.0007134 >
    <stage: 250 curr: 0.009687 best: 0.001309 consecRDL: 0.000515 >
    <Swapping Centers>
    <stage: 251 curr: 0.00946 best: 0.001309 consecRDL: 0.02342 >
    <stage: 252 curr: 0.008875 best: 0.001309 consecRDL: 0.0619 >
    <Swapping Centers>
    <stage: 253 curr: 0.008792 best: 0.001309 consecRDL: 0.00928 >
    <stage: 254 curr: 0.008736 best: 0.001309 consecRDL: 0.006392 >
    <Swapping Centers>
    <stage: 255 curr: 0.0312 best: 0.001309 consecRDL: -2.571 >
    <stage: 256 curr: 0.01627 best: 0.001309 consecRDL: 0.4786 >
    <stage: 257 curr: 0.01227 best: 0.001309 consecRDL: 0.2457 >
    <stage: 258 curr: 0.01226 best: 0.001309 consecRDL: 0.001228 >
    <Swapping Centers>
    <stage: 259 curr: 0.01461 best: 0.001309 consecRDL: -0.192 >
    <stage: 260 curr: 0.01344 best: 0.001309 consecRDL: 0.08002 >
    <Swapping Centers>
    <stage: 261 curr: 0.01286 best: 0.001309 consecRDL: 0.04311 >
    <stage: 262 curr: 0.01224 best: 0.001309 consecRDL: 0.0481 >
    <Swapping Centers>
    <stage: 263 curr: 0.01036 best: 0.001309 consecRDL: 0.1536 >
    <stage: 264 curr: 0.008308 best: 0.001309 consecRDL: 0.1981 >
    <stage: 265 curr: 0.008308 best: 0.001309 consecRDL: 9.396e-06 >
    <Swapping Centers>
    <stage: 266 curr: 0.0132 best: 0.001309 consecRDL: -0.589 >
    <stage: 267 curr: 0.009766 best: 0.001309 consecRDL: 0.2602 >
    <stage: 268 curr: 0.008484 best: 0.001309 consecRDL: 0.1313 >
    <stage: 269 curr: 0.008484 best: 0.001309 consecRDL: 2.13e-05 >
    <Swapping Centers>
    <stage: 270 curr: 0.01076 best: 0.001309 consecRDL: -0.2679 >
    <stage: 271 curr: 0.008648 best: 0.001309 consecRDL: 0.196 >
    <stage: 272 curr: 0.008484 best: 0.001309 consecRDL: 0.01895 >
    <Swapping Centers>
    <stage: 273 curr: 0.01587 best: 0.001309 consecRDL: -0.8705 >
    <stage: 274 curr: 0.0123 best: 0.001309 consecRDL: 0.2252 >
    <stage: 275 curr: 0.01229 best: 0.001309 consecRDL: 4.769e-05 >
    <Swapping Centers>
    <stage: 276 curr: 0.0123 best: 0.001309 consecRDL: -6.291e-05 >
    <stage: 277 curr: 0.01229 best: 0.001309 consecRDL: 6.857e-05 >
    <Swapping Centers>
    <stage: 278 curr: 0.009779 best: 0.001309 consecRDL: 0.2046 >
    <stage: 279 curr: 0.00512 best: 0.001309 consecRDL: 0.4765 >
    <stage: 280 curr: 0.00512 best: 0.001309 consecRDL: 5.851e-06 >
    <Swapping Centers>
    <stage: 281 curr: 0.005124 best: 0.001309 consecRDL: -0.000804 >
    <stage: 282 curr: 0.00512 best: 0.001309 consecRDL: 0.0006417 >
    <Swapping Centers>
    <stage: 283 curr: 0.01199 best: 0.001309 consecRDL: -1.342 >
    <stage: 284 curr: 0.005688 best: 0.001309 consecRDL: 0.5257 >
    <stage: 285 curr: 0.004399 best: 0.001309 consecRDL: 0.2266 >
    <stage: 286 curr: 0.002756 best: 0.001309 consecRDL: 0.3735 >
    <stage: 287 curr: 0.002755 best: 0.001309 consecRDL: 0.0001018 >
    <Swapping Centers>
    <stage: 288 curr: 0.002652 best: 0.001309 consecRDL: 0.03758 >
    <stage: 289 curr: 0.002577 best: 0.001309 consecRDL: 0.02823 >
    <Swapping Centers>
    <stage: 290 curr: 0.002578 best: 0.001309 consecRDL: -0.0004608 >
    <stage: 291 curr: 0.002576 best: 0.001309 consecRDL: 0.0009194 >
    <Swapping Centers>
    <stage: 292 curr: 0.00258 best: 0.001309 consecRDL: -0.001709 >
    <stage: 293 curr: 0.002577 best: 0.001309 consecRDL: 0.001382 >
    <Swapping Centers>
    <stage: 294 curr: 0.01179 best: 0.001309 consecRDL: -3.577 >
    <stage: 295 curr: 0.003851 best: 0.001309 consecRDL: 0.6735 >
    <stage: 296 curr: 0.002523 best: 0.001309 consecRDL: 0.3447 >
    <stage: 297 curr: 0.002523 best: 0.001309 consecRDL: 1.456e-05 >
    <Swapping Centers>
    <stage: 298 curr: 0.01468 best: 0.001309 consecRDL: -4.817 >
    <stage: 299 curr: 0.0108 best: 0.001309 consecRDL: 0.264 >
    <stage: 300 curr: 0.0108 best: 0.001309 consecRDL: 2.115e-05 >
    <Swapping Centers>
    <stage: 301 curr: 0.01296 best: 0.001309 consecRDL: -0.2002 >
    <stage: 302 curr: 0.01096 best: 0.001309 consecRDL: 0.1545 >
    <stage: 303 curr: 0.0108 best: 0.001309 consecRDL: 0.01454 >
    <Swapping Centers>
    <stage: 304 curr: 0.01316 best: 0.001309 consecRDL: -0.2178 >
    <stage: 305 curr: 0.012 best: 0.001309 consecRDL: 0.08802 >
    <Swapping Centers>
    <stage: 306 curr: 0.012 best: 0.001309 consecRDL: -0.0004847 >
    <stage: 307 curr: 0.012 best: 0.001309 consecRDL: 0.0003807 >
    <Swapping Centers>
    <stage: 308 curr: 0.02906 best: 0.001309 consecRDL: -1.422 >
    <stage: 309 curr: 0.02006 best: 0.001309 consecRDL: 0.3099 >
    <stage: 310 curr: 0.02005 best: 0.001309 consecRDL: 2.827e-05 >
    <Swapping Centers>
    <stage: 311 curr: 0.02201 best: 0.001309 consecRDL: -0.09739 >
    <stage: 312 curr: 0.02104 best: 0.001309 consecRDL: 0.04378 >
    <Swapping Centers>
    <stage: 313 curr: 0.0154 best: 0.001309 consecRDL: 0.268 >
    <stage: 314 curr: 0.01276 best: 0.001309 consecRDL: 0.1714 >
    <stage: 315 curr: 0.01276 best: 0.001309 consecRDL: 3.292e-06 >
    <Swapping Centers>
    <stage: 316 curr: 0.02843 best: 0.001309 consecRDL: -1.227 >
    <stage: 317 curr: 0.01387 best: 0.001309 consecRDL: 0.5121 >
    <stage: 318 curr: 0.01276 best: 0.001309 consecRDL: 0.07983 >
    <Swapping Centers>
    <stage: 319 curr: 0.01277 best: 0.001309 consecRDL: -0.0005848 >
    <stage: 320 curr: 0.01276 best: 0.001309 consecRDL: 0.0005577 >
    <Swapping Centers>
    <stage: 321 curr: 0.01277 best: 0.001309 consecRDL: -0.0004406 >
    <stage: 322 curr: 0.01276 best: 0.001309 consecRDL: 0.0004096 >
    <Swapping Centers>
    <stage: 323 curr: 0.01355 best: 0.001309 consecRDL: -0.06176 >
    <stage: 324 curr: 0.01276 best: 0.001309 consecRDL: 0.05819 >
    <Swapping Centers>
    <stage: 325 curr: 0.01225 best: 0.001309 consecRDL: 0.04049 >
    <stage: 326 curr: 0.01141 best: 0.001309 consecRDL: 0.06825 >
    <Swapping Centers>
    <stage: 327 curr: 0.0143 best: 0.001309 consecRDL: -0.2536 >
    <stage: 328 curr: 0.01285 best: 0.001309 consecRDL: 0.1016 >
    <stage: 329 curr: 0.01284 best: 0.001309 consecRDL: 0.0005657 >
    <Swapping Centers>
    <stage: 330 curr: 0.01243 best: 0.001309 consecRDL: 0.03243 >
    <stage: 331 curr: 0.01195 best: 0.001309 consecRDL: 0.03827 >
    <Swapping Centers>
    <stage: 332 curr: 0.04499 best: 0.001309 consecRDL: -2.764 >
    <stage: 333 curr: 0.02879 best: 0.001309 consecRDL: 0.3602 >
    <stage: 334 curr: 0.02877 best: 0.001309 consecRDL: 0.0003512 >
    <Swapping Centers>